Models

The plot details the top 10 absolute effects for each demographic variable listed above, as drawn from Gregor’s work.

## # A tibble: 5 × 3
## # Groups:   tag [5]
##   tag                         value   val
##   <chr>                       <dbl> <int>
## 1 practices_other_leaders         1     4
## 2 practices_heritage_language     1    17
## 3 practices_enriched_virtual      1    19
## 4 practices_translanguaging       1    19
## 5 practices_flipped_classroom     1    24
## 
## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## Chain 1: Gradient evaluation took 0.000323 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 3.23 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## # A tibble: 530 × 4
## # Groups:   term [53]
##    response                         term        estimate std.error
##    <chr>                            <chr>          <dbl>     <dbl>
##  1 practices_dual_language          (Intercept)    -3.17      1.08
##  2 practices_community_partnerships (Intercept)     2.97      1.13
##  3 practices_flex                   (Intercept)    -2.94      1.13
##  4 practices_families_leaders       (Intercept)    -2.76      1.11
##  5 practices_a_la_carte             (Intercept)    -2.74      1.09
##  6 practices_pbl                    (Intercept)     2.32      1.07
##  7 practices_design_marginalized    (Intercept)     2.26      1.07
##  8 practices_sel_integrated         (Intercept)     2.25      1.09
##  9 practices_station_rotation       (Intercept)    -2.23      1.06
## 10 practices_restorative            (Intercept)     2.18      1.09
## # ℹ 520 more rows
##  [1] "(Intercept)"                      "divisionEast South Central"      
##  [3] "divisionMiddle Atlantic"          "divisionMountain"                
##  [5] "divisionNew England"              "divisionPacific"                 
##  [7] "divisionSouth Atlantic"           "divisionWest North Central"      
##  [9] "divisionWest South Central"       "regionNortheast"                 
## [11] "regionSouth"                      "regionWest"                      
## [13] "school_stateArizona"              "school_stateArkansas"            
## [15] "school_stateCalifornia"           "school_stateColorado"            
## [17] "school_stateConnecticut"          "school_stateDelaware"            
## [19] "school_stateDistrict of Columbia" "school_stateFlorida"             
## [21] "school_stateGeorgia"              "school_stateHawaii"              
## [23] "school_stateIdaho"                "school_stateIllinois"            
## [25] "school_stateIndiana"              "school_stateIowa"                
## [27] "school_stateKansas"               "school_stateKentucky"            
## [29] "school_stateLouisiana"            "school_stateMaine"               
## [31] "school_stateMaryland"             "school_stateMassachusetts"       
## [33] "school_stateMichigan"             "school_stateMinnesota"           
## [35] "school_stateMissouri"             "school_stateNew Hampshire"       
## [37] "school_stateNew Jersey"           "school_stateNew Mexico"          
## [39] "school_stateNew York"             "school_stateNorth Carolina"      
## [41] "school_stateNorth Dakota"         "school_stateOhio"                
## [43] "school_statePennsylvania"         "school_stateRhode Island"        
## [45] "school_stateSouth Carolina"       "school_stateSouth Dakota"        
## [47] "school_stateTennessee"            "school_stateTexas"               
## [49] "school_stateUtah"                 "school_stateVermont"             
## [51] "school_stateVirginia"             "school_stateWashington"          
## [53] "school_stateWisconsin"

Plot above is clunky, so I am separating into different plots:

Run code below only to resave files

## $`(Intercept)`

## 
## $`divisionEast South Central`

## 
## $`divisionMiddle Atlantic`

## 
## $divisionMountain

## 
## $`divisionNew England`

## 
## $divisionPacific

## 
## $`divisionSouth Atlantic`

## 
## $`divisionWest North Central`

## 
## $`divisionWest South Central`

## 
## $regionNortheast

## 
## $regionSouth

## 
## $regionWest

## 
## $school_stateArizona

## 
## $school_stateArkansas

## 
## $school_stateCalifornia

## 
## $school_stateColorado

## 
## $school_stateConnecticut

## 
## $school_stateDelaware

## 
## $`school_stateDistrict of Columbia`

## 
## $school_stateFlorida

## 
## $school_stateGeorgia

## 
## $school_stateHawaii

## 
## $school_stateIdaho

## 
## $school_stateIllinois

## 
## $school_stateIndiana

## 
## $school_stateIowa

## 
## $school_stateKansas

## 
## $school_stateKentucky

## 
## $school_stateLouisiana

## 
## $school_stateMaine

## 
## $school_stateMaryland

## 
## $school_stateMassachusetts

## 
## $school_stateMichigan

## 
## $school_stateMinnesota

## 
## $school_stateMissouri

## 
## $`school_stateNew Hampshire`

## 
## $`school_stateNew Jersey`

## 
## $`school_stateNew Mexico`

## 
## $`school_stateNew York`

## 
## $`school_stateNorth Carolina`

## 
## $`school_stateNorth Dakota`

## 
## $school_stateOhio

## 
## $school_statePennsylvania

## 
## $`school_stateRhode Island`

## 
## $`school_stateSouth Carolina`

## 
## $`school_stateSouth Dakota`

## 
## $school_stateTennessee

## 
## $school_stateTexas

## 
## $school_stateUtah

## 
## $school_stateVermont

## 
## $school_stateVirginia

## 
## $school_stateWashington

## 
## $school_stateWisconsin

## Showing tags by Division

East North Central is missing. Not sure what is going on, tried to tweak but no luck so far.

Showing tags by Region

*Midwest region is missing. Not sure what is going on. The trends of endorsing tag is below one.